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entry · p2026-09-06-069 · validated

Dutch childcare-benefits risk classification model

So far, 42,000 parents and caregivers have come forward as victims of the childcare benefits system.
tech
toeslagen-risk-model
passes the definition as
a self-learning risk classification model fit to historic correct/incorrect benefit applications, scoring applicants for fraud risk with nationality as a parameter
from
2013
region
other:Netherlands
domain
agency
side
loss
people
42,000 parents and caregivers (2021-06-22)
effect
— benefits suspended and repayment demanded (2021-06-22) — selection by the model suspended benefits and triggered investigation and full repayment demands, with no explanation of the score and no effective remedy
reversible
yes
who holds the switch
owner:Belastingdienst/Toeslagen (Dutch tax authorities)
attribution
named
source kind
secondary
the statistic
By June 2021, 42,000 parents and caregivers had come forward as victims of the childcare benefits system whose fraud selection ran on the self-learning risk classification model adopted in 2013.
source
https://www.amnesty.org/en/wp-content/uploads/2021/10/EUR3546862021ENGLISH.pdf
proposed by
researcher (opus), brief 2026-09-06, era-2012-2019
received
2026-09-06T09:39:39-04:00
harvest report
impacts/harvest/2026-09-06-era-2012-2019.md

Rulings, in order

  1. 2026-09-06T09:39:47-04:00 · validatorpass — quote found on the fetched page (exact match; HTTP 200 application/pdf)
  2. 2026-09-06T09:59:36-04:00 · sessionseverity — livelihood ruined by a fraud flag with no explanation and no effective remedy (until 2021)
  3. 2026-09-06T09:59:36-04:00 · sessionremedy — recourse and compensation from 2021: the Catshuisregeling reached 19,000 of 42,000 by June 2021; a harm with recourse from then
The proposal as it arrived (JSON)
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 "id": "p2026-09-06-069",
 "received": "2026-09-06T09:39:39-04:00",
 "proposer": "researcher (opus), brief 2026-09-06, era-2012-2019",
 "kind": "entry",
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 "data": {
  "kind": "entry",
  "tech": "toeslagen-risk-model",
  "tech_name": "Dutch childcare-benefits risk classification model",
  "definition": "a self-learning risk classification model fit to historic correct/incorrect benefit applications, scoring applicants for fraud risk with nationality as a parameter",
  "from": "2013",
  "region": "other:Netherlands",
  "domain": "agency",
  "side": "loss",
  "people": {
   "n": 42000,
   "unit": "parents and caregivers",
   "date": "2021-06-22"
  },
  "effect": {
   "n": null,
   "unit": "benefits suspended and repayment demanded",
   "date": "2021-06-22",
   "what": "selection by the model suspended benefits and triggered investigation and full repayment demands, with no explanation of the score and no effective remedy"
  },
  "reversible": true,
  "switch": "owner:Belastingdienst/Toeslagen (Dutch tax authorities)",
  "statistic": "By June 2021, 42,000 parents and caregivers had come forward as victims of the childcare benefits system whose fraud selection ran on the self-learning risk classification model adopted in 2013.",
  "source": "https://www.amnesty.org/en/wp-content/uploads/2021/10/EUR3546862021ENGLISH.pdf",
  "quote": "So far, 42,000 parents and caregivers have come forward as victims of the childcare benefits system.",
  "attribution": "named",
  "source_kind": "secondary"
 },
 "from_file": "impacts/harvest/2026-09-06-era-2012-2019.md"
}